Overview
Brought to you by YData
Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 300 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 35.3 KiB |
| Average record size in memory | 120.4 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 1 |
ARM CIRC is highly overall correlated with BMI and 2 other fields | High correlation |
BMI is highly overall correlated with ARM CIRC and 2 other fields | High correlation |
GENDER (1=M) is highly overall correlated with HEIGHT | High correlation |
HEIGHT is highly overall correlated with GENDER (1=M) | High correlation |
WAIST is highly overall correlated with ARM CIRC and 2 other fields | High correlation |
WEIGHT is highly overall correlated with ARM CIRC and 2 other fields | High correlation |
Reproduction
| Analysis started | 2025-04-06 18:02:27.980826 |
|---|---|
| Analysis finished | 2025-04-06 18:02:37.956599 |
| Duration | 9.98 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
AGE
Real number (ℝ)
| Distinct | 61 |
|---|---|
| Distinct (%) | 20.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.04 |
| Minimum | 18 |
|---|---|
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 31 |
| median | 46 |
| Q3 | 62 |
| 95-th percentile | 80 |
| Maximum | 80 |
| Range | 62 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 18.269583 |
|---|---|
| Coefficient of variation (CV) | 0.38838399 |
| Kurtosis | -1.0749315 |
| Mean | 47.04 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 0.1168071 |
| Sum | 14112 |
| Variance | 333.77766 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 80 | 16 | 5.3% |
| 18 | 12 | 4.0% |
| 45 | 10 | 3.3% |
| 46 | 9 | 3.0% |
| 51 | 9 | 3.0% |
| 41 | 9 | 3.0% |
| 60 | 8 | 2.7% |
| 29 | 8 | 2.7% |
| 37 | 7 | 2.3% |
| 57 | 7 | 2.3% |
| Other values (51) | 205 |
| Value | Count | Frequency (%) |
| 18 | 12 | |
| 19 | 5 | |
| 20 | 5 | |
| 21 | 6 | |
| 22 | 5 | |
| 23 | 5 | |
| 24 | 6 | |
| 25 | 2 | 0.7% |
| 26 | 4 | 1.3% |
| 27 | 6 |
| Value | Count | Frequency (%) |
| 80 | 16 | |
| 79 | 1 | 0.3% |
| 78 | 2 | 0.7% |
| 77 | 1 | 0.3% |
| 76 | 3 | 1.0% |
| 75 | 3 | 1.0% |
| 74 | 5 | 1.7% |
| 72 | 2 | 0.7% |
| 70 | 4 | 1.3% |
| 69 | 5 | 1.7% |
GENDER (1=M)
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.1 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 153 | |
| 0 | 147 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 153 | |
| 0 | 147 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 153 | |
| 0 | 147 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 300 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 153 | |
| 0 | 147 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 300 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 153 | |
| 0 | 147 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 300 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 153 | |
| 0 | 147 |
PULSE
Real number (ℝ)
| Distinct | 32 |
|---|---|
| Distinct (%) | 10.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.766667 |
| Minimum | 36 |
|---|---|
| Maximum | 104 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 36 |
|---|---|
| 5-th percentile | 54 |
| Q1 | 64 |
| median | 72 |
| Q3 | 80 |
| 95-th percentile | 94 |
| Maximum | 104 |
| Range | 68 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 12.128033 |
|---|---|
| Coefficient of variation (CV) | 0.16899256 |
| Kurtosis | -0.019536731 |
| Mean | 71.766667 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.21621534 |
| Sum | 21530 |
| Variance | 147.08919 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 66 | 25 | 8.3% |
| 72 | 25 | 8.3% |
| 64 | 22 | 7.3% |
| 74 | 20 | 6.7% |
| 62 | 19 | 6.3% |
| 82 | 19 | 6.3% |
| 80 | 16 | 5.3% |
| 76 | 13 | 4.3% |
| 78 | 13 | 4.3% |
| 70 | 13 | 4.3% |
| Other values (22) | 115 |
| Value | Count | Frequency (%) |
| 36 | 1 | 0.3% |
| 40 | 1 | 0.3% |
| 42 | 1 | 0.3% |
| 44 | 1 | 0.3% |
| 50 | 2 | 0.7% |
| 52 | 6 | |
| 54 | 8 | |
| 56 | 11 | |
| 58 | 13 | |
| 60 | 10 |
| Value | Count | Frequency (%) |
| 104 | 3 | 1.0% |
| 102 | 1 | 0.3% |
| 100 | 2 | 0.7% |
| 98 | 2 | 0.7% |
| 96 | 5 | |
| 94 | 5 | |
| 92 | 1 | 0.3% |
| 90 | 5 | |
| 88 | 5 | |
| 86 | 9 |
SYSTOLIC
Real number (ℝ)
| Distinct | 39 |
|---|---|
| Distinct (%) | 13.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122.96 |
| Minimum | 88 |
|---|---|
| Maximum | 186 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 88 |
|---|---|
| 5-th percentile | 100 |
| Q1 | 112 |
| median | 121 |
| Q3 | 132 |
| 95-th percentile | 156 |
| Maximum | 186 |
| Range | 98 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 15.851687 |
|---|---|
| Coefficient of variation (CV) | 0.12891743 |
| Kurtosis | 0.63111323 |
| Mean | 122.96 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.65817547 |
| Sum | 36888 |
| Variance | 251.27599 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 120 | 23 | 7.7% |
| 112 | 21 | 7.0% |
| 122 | 18 | 6.0% |
| 114 | 17 | 5.7% |
| 106 | 16 | 5.3% |
| 126 | 16 | 5.3% |
| 134 | 13 | 4.3% |
| 128 | 12 | 4.0% |
| 130 | 12 | 4.0% |
| 118 | 12 | 4.0% |
| Other values (29) | 140 |
| Value | Count | Frequency (%) |
| 88 | 1 | 0.3% |
| 92 | 2 | 0.7% |
| 94 | 3 | 1.0% |
| 96 | 3 | 1.0% |
| 98 | 2 | 0.7% |
| 100 | 7 | |
| 102 | 6 | 2.0% |
| 104 | 6 | 2.0% |
| 106 | 16 | |
| 108 | 11 |
| Value | Count | Frequency (%) |
| 186 | 1 | 0.3% |
| 168 | 1 | 0.3% |
| 166 | 1 | 0.3% |
| 164 | 1 | 0.3% |
| 162 | 1 | 0.3% |
| 160 | 3 | |
| 158 | 5 | |
| 156 | 3 | |
| 154 | 3 | |
| 150 | 2 | 0.7% |
DIASTOLIC
Real number (ℝ)
| Distinct | 31 |
|---|---|
| Distinct (%) | 10.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.753333 |
| Minimum | 40 |
|---|---|
| Maximum | 102 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 40 |
|---|---|
| 5-th percentile | 52 |
| Q1 | 64 |
| median | 70 |
| Q3 | 78 |
| 95-th percentile | 90 |
| Maximum | 102 |
| Range | 62 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 11.616179 |
|---|---|
| Coefficient of variation (CV) | 0.16417854 |
| Kurtosis | 0.013769277 |
| Mean | 70.753333 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.035112753 |
| Sum | 21226 |
| Variance | 134.93561 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 72 | 27 | 9.0% |
| 68 | 25 | 8.3% |
| 66 | 24 | 8.0% |
| 70 | 22 | 7.3% |
| 64 | 21 | 7.0% |
| 74 | 18 | 6.0% |
| 76 | 17 | 5.7% |
| 78 | 13 | 4.3% |
| 56 | 13 | 4.3% |
| 82 | 12 | 4.0% |
| Other values (21) | 108 |
| Value | Count | Frequency (%) |
| 40 | 2 | 0.7% |
| 42 | 1 | 0.3% |
| 44 | 1 | 0.3% |
| 46 | 4 | 1.3% |
| 48 | 2 | 0.7% |
| 50 | 4 | 1.3% |
| 52 | 3 | 1.0% |
| 54 | 10 | |
| 56 | 13 | |
| 58 | 7 |
| Value | Count | Frequency (%) |
| 102 | 2 | 0.7% |
| 98 | 2 | 0.7% |
| 96 | 2 | 0.7% |
| 94 | 4 | 1.3% |
| 92 | 3 | 1.0% |
| 90 | 6 | |
| 88 | 12 | |
| 86 | 2 | 0.7% |
| 84 | 12 | |
| 82 | 12 |
HDL
Real number (ℝ)
| Distinct | 65 |
|---|---|
| Distinct (%) | 21.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.663333 |
| Minimum | 26 |
|---|---|
| Maximum | 138 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 26 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 43 |
| median | 52 |
| Q3 | 62 |
| 95-th percentile | 84 |
| Maximum | 138 |
| Range | 112 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 15.438409 |
|---|---|
| Coefficient of variation (CV) | 0.28769009 |
| Kurtosis | 3.2539792 |
| Mean | 53.663333 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 1.2304132 |
| Sum | 16099 |
| Variance | 238.34447 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 53 | 14 | 4.7% |
| 42 | 13 | 4.3% |
| 43 | 13 | 4.3% |
| 62 | 12 | 4.0% |
| 63 | 11 | 3.7% |
| 52 | 10 | 3.3% |
| 44 | 9 | 3.0% |
| 48 | 9 | 3.0% |
| 49 | 9 | 3.0% |
| 54 | 9 | 3.0% |
| Other values (55) | 191 |
| Value | Count | Frequency (%) |
| 26 | 3 | |
| 27 | 1 | 0.3% |
| 29 | 1 | 0.3% |
| 30 | 3 | |
| 31 | 4 | |
| 32 | 1 | 0.3% |
| 33 | 1 | 0.3% |
| 34 | 5 | |
| 35 | 4 | |
| 36 | 5 |
| Value | Count | Frequency (%) |
| 138 | 1 | |
| 113 | 1 | |
| 98 | 1 | |
| 97 | 1 | |
| 95 | 1 | |
| 94 | 1 | |
| 92 | 1 | |
| 91 | 1 | |
| 90 | 1 | |
| 89 | 1 |
LDL
Real number (ℝ)
| Distinct | 128 |
|---|---|
| Distinct (%) | 42.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 113.71333 |
| Minimum | 39 |
|---|---|
| Maximum | 251 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 39 |
|---|---|
| 5-th percentile | 63.95 |
| Q1 | 85 |
| median | 113 |
| Q3 | 137.25 |
| 95-th percentile | 173.1 |
| Maximum | 251 |
| Range | 212 |
| Interquartile range (IQR) | 52.25 |
Descriptive statistics
| Standard deviation | 35.188995 |
|---|---|
| Coefficient of variation (CV) | 0.30945355 |
| Kurtosis | 0.22208739 |
| Mean | 113.71333 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 0.45852714 |
| Sum | 34114 |
| Variance | 1238.2654 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 98 | 7 | 2.3% |
| 113 | 7 | 2.3% |
| 85 | 6 | 2.0% |
| 124 | 6 | 2.0% |
| 126 | 6 | 2.0% |
| 118 | 6 | 2.0% |
| 102 | 5 | 1.7% |
| 140 | 5 | 1.7% |
| 112 | 5 | 1.7% |
| 121 | 5 | 1.7% |
| Other values (118) | 242 |
| Value | Count | Frequency (%) |
| 39 | 1 | |
| 43 | 1 | |
| 47 | 1 | |
| 48 | 1 | |
| 50 | 2 | |
| 52 | 2 | |
| 56 | 1 | |
| 57 | 1 | |
| 58 | 1 | |
| 60 | 1 |
| Value | Count | Frequency (%) |
| 251 | 1 | |
| 223 | 1 | |
| 202 | 1 | |
| 200 | 1 | |
| 193 | 1 | |
| 192 | 1 | |
| 190 | 1 | |
| 189 | 1 | |
| 187 | 1 | |
| 186 | 1 |
WHITE
Real number (ℝ)
| Distinct | 82 |
|---|---|
| Distinct (%) | 27.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5423333 |
| Minimum | 2.7 |
|---|---|
| Maximum | 14.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 2.7 |
|---|---|
| 5-th percentile | 3.9 |
| Q1 | 5.2 |
| median | 6.2 |
| Q3 | 7.825 |
| 95-th percentile | 9.805 |
| Maximum | 14.3 |
| Range | 11.6 |
| Interquartile range (IQR) | 2.625 |
Descriptive statistics
| Standard deviation | 1.9100092 |
|---|---|
| Coefficient of variation (CV) | 0.29194617 |
| Kurtosis | 0.61525028 |
| Mean | 6.5423333 |
| Median Absolute Deviation (MAD) | 1.1 |
| Skewness | 0.7211013 |
| Sum | 1962.7 |
| Variance | 3.648135 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.6 | 15 | 5.0% |
| 6.1 | 12 | 4.0% |
| 6.9 | 11 | 3.7% |
| 5.1 | 10 | 3.3% |
| 6.4 | 10 | 3.3% |
| 5.9 | 9 | 3.0% |
| 5.5 | 9 | 3.0% |
| 4.6 | 9 | 3.0% |
| 5.3 | 8 | 2.7% |
| 5.7 | 7 | 2.3% |
| Other values (72) | 200 |
| Value | Count | Frequency (%) |
| 2.7 | 1 | |
| 3 | 1 | |
| 3.1 | 1 | |
| 3.2 | 1 | |
| 3.3 | 2 | |
| 3.4 | 2 | |
| 3.5 | 2 | |
| 3.7 | 2 | |
| 3.8 | 2 | |
| 3.9 | 2 |
| Value | Count | Frequency (%) |
| 14.3 | 1 | |
| 12.6 | 1 | |
| 12.2 | 1 | |
| 11.4 | 2 | |
| 11.3 | 1 | |
| 11 | 1 | |
| 10.9 | 1 | |
| 10.8 | 1 | |
| 10.4 | 2 | |
| 10.2 | 1 |
RED
Real number (ℝ)
| Distinct | 146 |
|---|---|
| Distinct (%) | 48.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.5377667 |
| Minimum | 3.39 |
|---|---|
| Maximum | 6.34 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 3.39 |
|---|---|
| 5-th percentile | 3.76 |
| Q1 | 4.1975 |
| median | 4.49 |
| Q3 | 4.8825 |
| 95-th percentile | 5.32 |
| Maximum | 6.34 |
| Range | 2.95 |
| Interquartile range (IQR) | 0.685 |
Descriptive statistics
| Standard deviation | 0.48460998 |
|---|---|
| Coefficient of variation (CV) | 0.10679482 |
| Kurtosis | -0.011477971 |
| Mean | 4.5377667 |
| Median Absolute Deviation (MAD) | 0.35 |
| Skewness | 0.26054451 |
| Sum | 1361.33 |
| Variance | 0.23484684 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.32 | 6 | 2.0% |
| 4.44 | 5 | 1.7% |
| 4.38 | 5 | 1.7% |
| 4.82 | 5 | 1.7% |
| 4.57 | 5 | 1.7% |
| 4.49 | 5 | 1.7% |
| 4.35 | 5 | 1.7% |
| 4.43 | 5 | 1.7% |
| 4.59 | 5 | 1.7% |
| 4.61 | 5 | 1.7% |
| Other values (136) | 249 |
| Value | Count | Frequency (%) |
| 3.39 | 1 | |
| 3.45 | 1 | |
| 3.51 | 1 | |
| 3.53 | 1 | |
| 3.54 | 1 | |
| 3.6 | 1 | |
| 3.63 | 1 | |
| 3.64 | 2 | |
| 3.68 | 1 | |
| 3.72 | 2 |
| Value | Count | Frequency (%) |
| 6.34 | 1 | |
| 5.8 | 1 | |
| 5.68 | 1 | |
| 5.67 | 1 | |
| 5.6 | 1 | |
| 5.53 | 1 | |
| 5.51 | 1 | |
| 5.47 | 2 | |
| 5.43 | 1 | |
| 5.39 | 1 |
PLATE
Real number (ℝ)
| Distinct | 166 |
|---|---|
| Distinct (%) | 55.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 239.37333 |
| Minimum | 75 |
|---|---|
| Maximum | 646 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 75 |
|---|---|
| 5-th percentile | 160.95 |
| Q1 | 198 |
| median | 232 |
| Q3 | 263.5 |
| 95-th percentile | 339.05 |
| Maximum | 646 |
| Range | 571 |
| Interquartile range (IQR) | 65.5 |
Descriptive statistics
| Standard deviation | 64.227496 |
|---|---|
| Coefficient of variation (CV) | 0.26831517 |
| Kurtosis | 7.7935708 |
| Mean | 239.37333 |
| Median Absolute Deviation (MAD) | 33 |
| Skewness | 1.7737894 |
| Sum | 71812 |
| Variance | 4125.1712 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 262 | 6 | 2.0% |
| 206 | 6 | 2.0% |
| 228 | 6 | 2.0% |
| 213 | 5 | 1.7% |
| 240 | 5 | 1.7% |
| 218 | 5 | 1.7% |
| 196 | 5 | 1.7% |
| 203 | 4 | 1.3% |
| 254 | 4 | 1.3% |
| 210 | 4 | 1.3% |
| Other values (156) | 250 |
| Value | Count | Frequency (%) |
| 75 | 1 | |
| 103 | 1 | |
| 110 | 1 | |
| 131 | 1 | |
| 132 | 1 | |
| 136 | 1 | |
| 138 | 1 | |
| 140 | 2 | |
| 144 | 1 | |
| 149 | 1 |
| Value | Count | Frequency (%) |
| 646 | 1 | |
| 575 | 1 | |
| 503 | 1 | |
| 395 | 2 | |
| 393 | 1 | |
| 392 | 1 | |
| 389 | 1 | |
| 386 | 1 | |
| 378 | 1 | |
| 373 | 1 |
WEIGHT
Real number (ℝ)
High correlation
| Distinct | 249 |
|---|---|
| Distinct (%) | 83.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 81.656333 |
| Minimum | 39 |
|---|---|
| Maximum | 150.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 39 |
|---|---|
| 5-th percentile | 54.07 |
| Q1 | 67.075 |
| median | 80.5 |
| Q3 | 92.8 |
| 95-th percentile | 116.33 |
| Maximum | 150.4 |
| Range | 111.4 |
| Interquartile range (IQR) | 25.725 |
Descriptive statistics
| Standard deviation | 19.675182 |
|---|---|
| Coefficient of variation (CV) | 0.24095108 |
| Kurtosis | 0.51569131 |
| Mean | 81.656333 |
| Median Absolute Deviation (MAD) | 13.05 |
| Skewness | 0.62222334 |
| Sum | 24496.9 |
| Variance | 387.11277 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 73.1 | 4 | 1.3% |
| 65.3 | 3 | 1.0% |
| 77.2 | 3 | 1.0% |
| 79.1 | 3 | 1.0% |
| 71.7 | 3 | 1.0% |
| 56.7 | 3 | 1.0% |
| 86.5 | 2 | 0.7% |
| 75.9 | 2 | 0.7% |
| 81.4 | 2 | 0.7% |
| 102.6 | 2 | 0.7% |
| Other values (239) | 273 |
| Value | Count | Frequency (%) |
| 39 | 1 | |
| 43.3 | 1 | |
| 45.2 | 1 | |
| 46.3 | 1 | |
| 46.9 | 1 | |
| 48 | 1 | |
| 48.3 | 1 | |
| 48.5 | 1 | |
| 50.3 | 1 | |
| 50.4 | 2 |
| Value | Count | Frequency (%) |
| 150.4 | 1 | |
| 144.9 | 1 | |
| 140.1 | 1 | |
| 138.9 | 1 | |
| 133.3 | 1 | |
| 132.1 | 1 | |
| 127.8 | 1 | |
| 127.5 | 1 | |
| 126.4 | 1 | |
| 126 | 1 |
HEIGHT
Real number (ℝ)
High correlation
| Distinct | 204 |
|---|---|
| Distinct (%) | 68.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 168.03033 |
| Minimum | 134.5 |
|---|---|
| Maximum | 193.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 134.5 |
|---|---|
| 5-th percentile | 153.3 |
| Q1 | 161.575 |
| median | 168.35 |
| Q3 | 174.625 |
| 95-th percentile | 183.12 |
| Maximum | 193.3 |
| Range | 58.8 |
| Interquartile range (IQR) | 13.05 |
Descriptive statistics
| Standard deviation | 9.5793385 |
|---|---|
| Coefficient of variation (CV) | 0.057009578 |
| Kurtosis | -0.11904438 |
| Mean | 168.03033 |
| Median Absolute Deviation (MAD) | 6.5 |
| Skewness | -0.1049762 |
| Sum | 50409.1 |
| Variance | 91.763726 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 169.1 | 5 | 1.7% |
| 155.6 | 4 | 1.3% |
| 174.4 | 4 | 1.3% |
| 178.5 | 3 | 1.0% |
| 170 | 3 | 1.0% |
| 170.9 | 3 | 1.0% |
| 168.5 | 3 | 1.0% |
| 155 | 3 | 1.0% |
| 181.1 | 3 | 1.0% |
| 158.4 | 3 | 1.0% |
| Other values (194) | 266 |
| Value | Count | Frequency (%) |
| 134.5 | 1 | |
| 144.2 | 1 | |
| 144.4 | 1 | |
| 146.7 | 1 | |
| 147.2 | 1 | |
| 147.9 | 1 | |
| 148.7 | 1 | |
| 149 | 1 | |
| 149.5 | 1 | |
| 150.6 | 1 |
| Value | Count | Frequency (%) |
| 193.3 | 1 | |
| 190.3 | 1 | |
| 189.7 | 1 | |
| 188.4 | 1 | |
| 187.2 | 1 | |
| 186.3 | 1 | |
| 186 | 1 | |
| 185.7 | 1 | |
| 185.1 | 2 | |
| 184.3 | 1 |
WAIST
Real number (ℝ)
High correlation
| Distinct | 224 |
|---|---|
| Distinct (%) | 74.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.178333 |
| Minimum | 64.4 |
|---|---|
| Maximum | 170.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 64.4 |
|---|---|
| 5-th percentile | 76.45 |
| Q1 | 87.875 |
| median | 96.95 |
| Q3 | 109.1 |
| 95-th percentile | 128.35 |
| Maximum | 170.5 |
| Range | 106.1 |
| Interquartile range (IQR) | 21.225 |
Descriptive statistics
| Standard deviation | 16.477337 |
|---|---|
| Coefficient of variation (CV) | 0.16613848 |
| Kurtosis | 1.0256019 |
| Mean | 99.178333 |
| Median Absolute Deviation (MAD) | 10.35 |
| Skewness | 0.72242116 |
| Sum | 29753.5 |
| Variance | 271.50264 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 95 | 5 | 1.7% |
| 115 | 4 | 1.3% |
| 92.6 | 3 | 1.0% |
| 78 | 3 | 1.0% |
| 90.5 | 3 | 1.0% |
| 88.2 | 3 | 1.0% |
| 78.8 | 3 | 1.0% |
| 100.8 | 3 | 1.0% |
| 81.9 | 3 | 1.0% |
| 111.6 | 3 | 1.0% |
| Other values (214) | 267 |
| Value | Count | Frequency (%) |
| 64.4 | 1 | 0.3% |
| 65.8 | 1 | 0.3% |
| 67.4 | 1 | 0.3% |
| 68.8 | 2 | |
| 70.2 | 1 | 0.3% |
| 71.5 | 1 | 0.3% |
| 72.1 | 1 | 0.3% |
| 74 | 2 | |
| 74.5 | 3 | |
| 75.5 | 2 |
| Value | Count | Frequency (%) |
| 170.5 | 1 | |
| 148.1 | 1 | |
| 144.4 | 1 | |
| 144.2 | 1 | |
| 144 | 1 | |
| 142.6 | 1 | |
| 140.8 | 1 | |
| 140.6 | 1 | |
| 138.1 | 1 | |
| 133.5 | 1 |
ARM CIRC
Real number (ℝ)
High correlation
| Distinct | 145 |
|---|---|
| Distinct (%) | 48.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.078333 |
| Minimum | 20.5 |
|---|---|
| Maximum | 46.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 20.5 |
|---|---|
| 5-th percentile | 25.7 |
| Q1 | 29.475 |
| median | 33.05 |
| Q3 | 36.325 |
| 95-th percentile | 40.705 |
| Maximum | 46.6 |
| Range | 26.1 |
| Interquartile range (IQR) | 6.85 |
Descriptive statistics
| Standard deviation | 4.8150368 |
|---|---|
| Coefficient of variation (CV) | 0.14556467 |
| Kurtosis | -0.30178492 |
| Mean | 33.078333 |
| Median Absolute Deviation (MAD) | 3.5 |
| Skewness | 0.20701806 |
| Sum | 9923.5 |
| Variance | 23.184579 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 31 | 9 | 3.0% |
| 35.3 | 6 | 2.0% |
| 34.7 | 6 | 2.0% |
| 33.5 | 6 | 2.0% |
| 32.2 | 6 | 2.0% |
| 34.2 | 5 | 1.7% |
| 37 | 5 | 1.7% |
| 35 | 5 | 1.7% |
| 27 | 4 | 1.3% |
| 34.5 | 4 | 1.3% |
| Other values (135) | 244 |
| Value | Count | Frequency (%) |
| 20.5 | 1 | 0.3% |
| 22.2 | 1 | 0.3% |
| 23.6 | 1 | 0.3% |
| 23.7 | 1 | 0.3% |
| 24 | 1 | 0.3% |
| 24.4 | 1 | 0.3% |
| 24.5 | 2 | |
| 24.7 | 1 | 0.3% |
| 25.2 | 2 | |
| 25.5 | 3 |
| Value | Count | Frequency (%) |
| 46.6 | 1 | |
| 46.3 | 1 | |
| 45.6 | 1 | |
| 45 | 1 | |
| 44.4 | 1 | |
| 44.3 | 1 | |
| 44.1 | 1 | |
| 42 | 1 | |
| 41.9 | 1 | |
| 41.6 | 1 |
BMI
Real number (ℝ)
High correlation
| Distinct | 169 |
|---|---|
| Distinct (%) | 56.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.912333 |
| Minimum | 15.9 |
|---|---|
| Maximum | 59 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 15.9 |
|---|---|
| 5-th percentile | 19.995 |
| Q1 | 24.5 |
| median | 28 |
| Q3 | 31.975 |
| 95-th percentile | 41.205 |
| Maximum | 59 |
| Range | 43.1 |
| Interquartile range (IQR) | 7.475 |
Descriptive statistics
| Standard deviation | 6.7467035 |
|---|---|
| Coefficient of variation (CV) | 0.23335036 |
| Kurtosis | 2.2587085 |
| Mean | 28.912333 |
| Median Absolute Deviation (MAD) | 3.8 |
| Skewness | 1.1595404 |
| Sum | 8673.7 |
| Variance | 45.518008 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 24.5 | 5 | 1.7% |
| 25.2 | 5 | 1.7% |
| 25.8 | 4 | 1.3% |
| 26.1 | 4 | 1.3% |
| 31.1 | 4 | 1.3% |
| 24.8 | 4 | 1.3% |
| 21.6 | 4 | 1.3% |
| 29.4 | 4 | 1.3% |
| 33.3 | 4 | 1.3% |
| 23.3 | 4 | 1.3% |
| Other values (159) | 258 |
| Value | Count | Frequency (%) |
| 15.9 | 1 | |
| 17 | 1 | |
| 17.9 | 1 | |
| 18.1 | 1 | |
| 18.7 | 2 | |
| 18.9 | 1 | |
| 19 | 1 | |
| 19.2 | 1 | |
| 19.3 | 1 | |
| 19.4 | 1 |
| Value | Count | Frequency (%) |
| 59 | 1 | |
| 56.8 | 1 | |
| 52.6 | 1 | |
| 48 | 1 | |
| 47.2 | 1 | |
| 47 | 1 | |
| 45.9 | 2 | |
| 45.5 | 1 | |
| 45.4 | 1 | |
| 45 | 1 |
Interactions
Correlations
| AGE | ARM CIRC | BMI | DIASTOLIC | GENDER (1=M) | HDL | HEIGHT | LDL | PLATE | PULSE | RED | SYSTOLIC | WAIST | WEIGHT | WHITE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AGE | 1.000 | 0.004 | 0.115 | 0.104 | 0.024 | 0.078 | -0.123 | 0.121 | -0.097 | -0.175 | -0.223 | 0.484 | 0.261 | 0.045 | -0.093 |
| ARM CIRC | 0.004 | 1.000 | 0.881 | 0.269 | 0.156 | -0.318 | 0.193 | 0.094 | -0.003 | -0.024 | 0.173 | 0.191 | 0.794 | 0.900 | 0.124 |
| BMI | 0.115 | 0.881 | 1.000 | 0.271 | 0.164 | -0.279 | -0.046 | 0.109 | 0.067 | 0.064 | 0.041 | 0.261 | 0.906 | 0.883 | 0.158 |
| DIASTOLIC | 0.104 | 0.269 | 0.271 | 1.000 | 0.000 | -0.060 | 0.045 | 0.175 | 0.058 | 0.111 | 0.155 | 0.351 | 0.259 | 0.271 | -0.018 |
| GENDER (1=M) | 0.024 | 0.156 | 0.164 | 0.000 | 1.000 | 0.317 | 0.651 | 0.000 | 0.182 | 0.126 | 0.419 | 0.104 | 0.070 | 0.244 | 0.000 |
| HDL | 0.078 | -0.318 | -0.279 | -0.060 | 0.317 | 1.000 | -0.248 | 0.076 | 0.038 | -0.023 | -0.269 | -0.020 | -0.350 | -0.367 | -0.198 |
| HEIGHT | -0.123 | 0.193 | -0.046 | 0.045 | 0.651 | -0.248 | 1.000 | 0.041 | -0.186 | -0.079 | 0.386 | -0.028 | 0.117 | 0.389 | 0.032 |
| LDL | 0.121 | 0.094 | 0.109 | 0.175 | 0.000 | 0.076 | 0.041 | 1.000 | 0.131 | -0.018 | 0.265 | 0.122 | 0.092 | 0.104 | -0.073 |
| PLATE | -0.097 | -0.003 | 0.067 | 0.058 | 0.182 | 0.038 | -0.186 | 0.131 | 1.000 | 0.178 | -0.002 | -0.007 | 0.014 | -0.036 | 0.296 |
| PULSE | -0.175 | -0.024 | 0.064 | 0.111 | 0.126 | -0.023 | -0.079 | -0.018 | 0.178 | 1.000 | -0.004 | -0.152 | 0.053 | 0.026 | 0.168 |
| RED | -0.223 | 0.173 | 0.041 | 0.155 | 0.419 | -0.269 | 0.386 | 0.265 | -0.002 | -0.004 | 1.000 | -0.041 | 0.080 | 0.197 | 0.058 |
| SYSTOLIC | 0.484 | 0.191 | 0.261 | 0.351 | 0.104 | -0.020 | -0.028 | 0.122 | -0.007 | -0.152 | -0.041 | 1.000 | 0.293 | 0.227 | 0.079 |
| WAIST | 0.261 | 0.794 | 0.906 | 0.259 | 0.070 | -0.350 | 0.117 | 0.092 | 0.014 | 0.053 | 0.080 | 0.293 | 1.000 | 0.885 | 0.217 |
| WEIGHT | 0.045 | 0.900 | 0.883 | 0.271 | 0.244 | -0.367 | 0.389 | 0.104 | -0.036 | 0.026 | 0.197 | 0.227 | 0.885 | 1.000 | 0.169 |
| WHITE | -0.093 | 0.124 | 0.158 | -0.018 | 0.000 | -0.198 | 0.032 | -0.073 | 0.296 | 0.168 | 0.058 | 0.079 | 0.217 | 0.169 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| AGE | GENDER (1=M) | PULSE | SYSTOLIC | DIASTOLIC | HDL | LDL | WHITE | RED | PLATE | WEIGHT | HEIGHT | WAIST | ARM CIRC | BMI | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 43 | 0 | 80 | 100 | 70 | 73 | 68 | 8.7 | 4.80 | 319 | 98.6 | 172.0 | 120.4 | 40.7 | 33.3 |
| 1 | 57 | 1 | 84 | 112 | 70 | 35 | 116 | 4.9 | 4.73 | 187 | 96.9 | 186.0 | 107.8 | 37.0 | 28.0 |
| 2 | 38 | 0 | 94 | 134 | 94 | 36 | 223 | 6.9 | 4.47 | 297 | 108.2 | 154.4 | 120.3 | 44.3 | 45.4 |
| 3 | 80 | 1 | 74 | 126 | 64 | 37 | 83 | 7.5 | 4.32 | 170 | 73.1 | 160.5 | 97.2 | 30.3 | 28.4 |
| 4 | 34 | 1 | 50 | 114 | 68 | 50 | 104 | 6.1 | 4.95 | 140 | 83.1 | 179.0 | 95.1 | 34.0 | 25.9 |
| 5 | 77 | 1 | 60 | 134 | 60 | 55 | 75 | 5.7 | 3.95 | 192 | 86.5 | 166.7 | 112.0 | 31.4 | 31.1 |
| 6 | 29 | 1 | 52 | 118 | 64 | 53 | 128 | 4.1 | 4.68 | 191 | 64.1 | 178.5 | 78.0 | 27.4 | 20.1 |
| 7 | 69 | 0 | 58 | 138 | 80 | 40 | 140 | 8.1 | 4.60 | 286 | 79.2 | 155.7 | 103.5 | 34.2 | 32.7 |
| 8 | 44 | 0 | 66 | 114 | 66 | 45 | 136 | 8.0 | 4.09 | 263 | 64.2 | 157.6 | 89.7 | 32.5 | 25.8 |
| 9 | 35 | 1 | 62 | 124 | 70 | 62 | 110 | 5.6 | 5.47 | 193 | 118.8 | 180.4 | 112.0 | 40.0 | 36.5 |
| AGE | GENDER (1=M) | PULSE | SYSTOLIC | DIASTOLIC | HDL | LDL | WHITE | RED | PLATE | WEIGHT | HEIGHT | WAIST | ARM CIRC | BMI | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 290 | 18 | 1 | 72 | 106 | 44 | 40 | 124 | 4.0 | 5.17 | 221 | 71.6 | 172.8 | 78.1 | 31.0 | 24.0 |
| 291 | 49 | 0 | 62 | 164 | 96 | 77 | 126 | 5.5 | 4.98 | 190 | 78.4 | 163.4 | 90.0 | 33.0 | 29.4 |
| 292 | 67 | 1 | 62 | 136 | 82 | 39 | 62 | 7.7 | 3.90 | 305 | 110.2 | 169.1 | 125.5 | 39.0 | 38.5 |
| 293 | 18 | 0 | 82 | 100 | 72 | 52 | 70 | 7.2 | 4.07 | 236 | 71.4 | 162.5 | 86.2 | 34.2 | 27.0 |
| 294 | 42 | 0 | 76 | 130 | 64 | 62 | 60 | 8.0 | 4.00 | 132 | 62.0 | 175.6 | 74.5 | 26.1 | 20.1 |
| 295 | 24 | 1 | 94 | 96 | 62 | 43 | 102 | 7.0 | 5.29 | 260 | 56.3 | 162.7 | 78.4 | 27.9 | 21.3 |
| 296 | 50 | 0 | 94 | 132 | 84 | 42 | 69 | 7.9 | 4.35 | 244 | 103.2 | 146.7 | 142.6 | 39.5 | 48.0 |
| 297 | 53 | 1 | 86 | 132 | 74 | 42 | 112 | 8.4 | 4.07 | 75 | 102.6 | 181.0 | 117.7 | 36.5 | 31.3 |
| 298 | 34 | 0 | 74 | 104 | 54 | 44 | 103 | 7.6 | 4.36 | 292 | 96.1 | 162.2 | 109.0 | 37.0 | 36.5 |
| 299 | 31 | 1 | 90 | 104 | 70 | 64 | 112 | 6.0 | 5.07 | 197 | 56.4 | 165.4 | 74.0 | 26.5 | 20.6 |